Buyer-intent prompts
Questions are generated from the submitted service and market, not from a hidden ranking claim.
Tolux benchmarks realistic buyer questions, checks whether your company appears, identifies competitor mentions and cited sources, then turns the gaps into an action plan.
Measured results are labeled by surface. Tolux does not claim control over ChatGPT or any external answer engine.
The MVP score is the percentage of tested buyer-intent prompts in which the submitted company is explicitly mentioned by the measured AI surface.
A 60 score means the company appeared in 3 of 5 benchmark answers. This is a directional visibility benchmark—not a promise of ranking or recommendation in every user session.
Each successful audit is saved in this browser only. This adds monitoring without changing authentication, billing, or the production database.
Questions are generated from the submitted service and market, not from a hidden ranking claim.
The MVP records whether the brand and named competitors appear in each measured OpenAI web-search answer.
Cited domains and missing mentions become concrete website, authority, entity and content actions for the business.